CopyCat · Calypso Integrity Suite

Text integrity & AI-use detection you can actually interpret.

CopyCat is a local, on-device self-audit tool. It analyzes writing from multiple angles and returns a likelihood estimate with a short explanation you can act on.

Self-audit Students & writers On-device Explainable

Important: CopyCat provides a likelihood estimate, not proof. Use it to revise and reduce risk, not to “win” against any detector.

Download CopyCat

These are native desktop builds for macOS and Windows. No terminal setup required. CopyCat runs entirely on-device and is intended for individual evaluation, research, and demonstration purposes.

*By downloading, you agree we may log your email, IP, and user-agent for abuse prevention and usage metrics.

Downloads
Verify downloads (SHA-256):
Apple Silicon — CopyCat-mac.dmg
6cd5773515d6fbf3c2270582723630059e1cd0d386bcf5de28e8dcbc77f2e14b
Windows (x64) — CopyCatSetup-windows-v0.4.0.exe
e5b68de0cee9192024492b9812914631d92e10270280a64b50f2bf073992e3d3
Command: shasum -a 256 <file> (On Windows PowerShell: Get-FileHash -Algorithm SHA256 .\CopyCat-Windows-x64.zip)
Recommended system: 8 GB RAM+ • ~1 GB free disk • modern CPU. (More text generally yields more stable results.)
Install steps
macOS (Apple Silicon | Intel x86_64)
  • Open CopyCat-mac.dmg (Apple Silicon) or CopyCat-latest-x86_64.dmg (Intel)
  • Drag CopyCat.app into Applications
  • Open Applications → CopyCat
Windows (x64)
  • Download CopyCatSetup-windows-v0.4.0.exe
  • Double click to start CopyCat Installer
Note: CopyCat runs locally on your device. On launch it starts a local service on 127.0.0.1 (random port) and opens the UI in an app window.

Getting started

CopyCat is designed for simple self-audits. Paste a few paragraphs, run the analysis, then read the verdict and the explanation bullets to understand what drove the score.

First run checklist
  • Launch CopyCat
  • Paste at least 2–4 paragraphs when possible (short samples are harder to judge)
  • Click Run analysis
  • Use the bullets to revise (vary sentence length, reduce template phrasing, add more original detail)
Formatting tip: If your document uses indented paragraphs, keep them. If you can, separate paragraphs with blank lines for the clearest structure.
What the results mean
  • Likely human-written: more human-like variation in structure and phrasing
  • AI-assisted: mixed signals (common in edited drafts or highly templated writing)
  • AI-generated: stronger match to machine-like patterns

Reminder: This is a likelihood estimate, not certainty. Technical writing can score higher because it’s more standardized by nature.

FAQ & troubleshooting

Common questions from students and first-time users.

Why did my writing read as “AI-likely”?

Often it’s because the passage is short, highly standardized (technical / formal), or uses repeated “template” transitions. Try adding more original detail, varying sentence length, and submitting a longer sample.

Does CopyCat prove something is AI-generated?

No. CopyCat provides a likelihood estimate to help you self-audit and revise. It does not produce “proof” and should not be used to accuse others.

What text length works best?

Longer is better. A few paragraphs (200–800+ words) typically gives more stable results than a single short paragraph.

My paper is indented (not double-spaced blank lines). Is that ok?

Yes. Indented paragraphs are still paragraphs. If you paste text and it loses formatting, you can add blank lines between paragraphs for clarity.

Windows says the file is blocked or warns me (SmartScreen).

If SmartScreen appears, click “More info” → “Run anyway.” If you extracted the ZIP, make sure you run CopyCat.exe from the extracted folder.

macOS says the app can’t be opened.

If you see a security prompt, open System Settings → Privacy & Security and allow CopyCat, then try again.

What does “burstiness” mean?

It’s a simple idea: human writing often varies sentence length and rhythm more than templated text. CopyCat uses multiple signals like this to form a likelihood estimate.

Send feedback

If you’re willing, tell me what OS you’re on and what felt confusing. Intel Mac feedback is especially helpful right now.

Quick feedback (copy/paste)

Email: info@calypso-labs.com
Include: OS + build (Apple Silicon / Intel / Windows) + what you tested + what surprised you.

Feedback form
If you don’t have /feedback.php yet, just email info@calypso-labs.com.

Try the CopyCat demo

This is a simple front-end demo. Scores here are simulated to illustrate the interface, not represent the full engine.

Demo notice: This section runs entirely in your browser and does not reflect the desktop app’s actual model behavior.

Paste text to analyze
Context
Demo only: Results here are generated with lightweight heuristics.
Overall verdict
No analysis yet
Likely human-written
Likely AI-assisted
Likely AI-generated
Paste some text and run the demo to see a breakdown of simulated risk levels and a short narrative summary.